Four commitments we keep, even when no one's watching.
Show the work
Every decision a model makes is traceable to its inputs, its weights, and the human who shipped it.
Test for harm
We measure disparate impact across protected groups before launch and continuously after.
Minimize collection
If we don't need a data point to do the job, we don't store it. Federated where possible.
Humans on the loop
An AI suggests; a person decides. Every consequential output has a named owner.
Built for teams who can't afford to guess.
Model Audit Suite
Continuous evaluation across bias, robustness, and drift. SOC 2 / ISO-aligned reporting your compliance team will actually read.
Learn moreAligned Deployment
Ship models with guardrails baked into the inference pipeline — RLHF, constitutional checks, refusal tuning.
Learn morePrivacy Layer
Differential privacy, federated learning, and on-device inference for the data you can't ever afford to leak.
Learn moreGovernance Console
One pane of glass for policy, approvals, and incident review across every model your org has in production.
Learn moreA six-week rhythm from idea to deployment.
We don't sprint into production. We move with the deliberate pace of people who've cleaned up enough AI mistakes to take the slow path on purpose.
Discover
We map the decision your model is replacing and the people it'll affect. Two weeks.
Design
Architecture review, fairness criteria, and the kill-switch protocol. One week.
Build
Implementation against versioned data, with reproducible training runs. Two weeks.
Audit
Independent red-teaming and bias evaluation before any traffic hits the model.
Deploy
Staged rollout with circuit breakers wired to your incident channel.
Monitor
Continuous drift, fairness, and abuse detection — for as long as it's running.
They were the first AI vendor to tell us not to ship a feature. That's when we knew we'd hired the right team.
Pricing that respects scope.
A single model, evaluated end-to-end with a written report.
- Bias & fairness audit
- Robustness testing
- 30-page written report
- One executive readout
A senior engineer joins your team for a quarter to ship the right thing.
- Everything in Audit
- Embedded ML engineer
- Weekly governance reviews
- Production incident response
- Quarterly board briefing
Continuous oversight across every model your org runs in production.
- Everything in Embed
- Governance console seats
- 24/7 incident on-call
- Custom policy engine
- Annual external audit
Let's build something you can defend.
Tell us what you're working on. We'll tell you whether we can help — and if we can't, who probably can.
Start the conversation